﻿# Visualization and Graphical Outlook on LST Data
### Jason Zhang

## Purpose of Code
The purpose of the code is to visualize Land Surface Temperature (LST) data on a region specified by certain geographical coordinates to quantify urban heat effects. The code collects specific data from Landsat-8 bands and uses various ways to analyze the collected data. Additionally, downscaling using deep learning based on normalized difference indexes (such as NDVI) is applied to get a better view of the data.

## UHIAnalysis.ipynb
This code file is responsible for looking at LST data and using several different methods to compare the data over various time frames. LST data is collected from the `ST_B10` band, which provides temperature in Kelvin with a scale factor. Data is converted to be in Celsius. Region of interest data is stored in the `globalROI` variable, however the configuration of classes with `eeLSTData` and `eeMap` allow you to customize the ROI independently of the `globalROI`. 

At the start, the code is initialized with an Earth Engine project from Google. Ensure that you have a proper project configured with the Earth Engine API, and set `projName` to your project name. Google will ask you to authenticate upon running the code.

### Usage of eeLSTData and eeMap

The class `eeLSTData` is responsible for keeping track of LST information within a specific region within a specific time frame. This is utilized by the `eeMap` class for visualization of LST data. Additionally, `eeMap` is equipped with a feature to allow for visualization of surface data, however this is currently deprecated. To reactivate it, set the `unsafe` parameter to be true.

The `eeLSTData` constructor asks for `cords`, which is set to `globalROI` by default, and the start date and end date. Note that it will NOT give you information about throughout the entirety of these dates, only the most recent one within the time frame. Formatting for dates is `YYYY-MM-DD`. There are default dates used in case none are provided. The process method obtains `ST_B10` band information while masking cloud data. It returns a tuple of three elements, the Celsius data, the image date, and the raw collection. Note that it may return a tuple of  `None` objects, in which case there was no available LST data in the specified time frame.

The `eeMap` class gets `cords`, which is also set to `globalROI` by default. It also has a zoom factor, which is set to 10. Changing the zoom factor may lead to unexpected behavior. Use the `addData` function to add LST data. Specify the start and end date and the object will handle the rest (same format as above). It may return `false` if the code failed. To visualize on Google Colab notebooks, simply use `.map` on your `eeMap` object.

### Analysis

Data is analyzed by the classes. The classical analysis used is `BaseAnalysis`, which plots LST data from different dates against each other. Below is a list of subclasses of `BaseAnalysis`.
| Class Name | Purpose | Extends |
|--|--|--|
| BaseAnalysis | Adds various LST data from various dates and plots it on a graph. | Object  |
| IntervalBaseAnalysis| Adds various LST data from various time intervals and compares the medians of every day in each time interval with another. | BaseAnalysis |
| MeanBaseAnalysis| Same as IntervalBaseAnalysis, but analyzes mean data. | IntervalBaseAnalysis  |
| MedianPointAnalysis | Adds various LST data from various time intervals and compares the medians of every pixel in each time interval with another. | IntervalBaseAnalysis |
| DifferentialAnalysis | Compares the differences between the start and end of several time intervals and plots. | BaseAnalysis |
Based on the design of the class structure, it is possible to add customized ways of analysis that may depend on different graphs or methods.

### BaseAnalysis 
The constructor accepts a `eeMap` object along with the bin width, which by default is 50.  The `eeMap` must have LST data added already, or else the code will not work. 

The data prep function adds `ST_B10` data into the `dataSet` field. The below is *pseudo-code* (not real code from any programming language!) for the data preparation function. 
```javascript
function dataPrep()
		let N = LST_List.length()
		for i in 1..N // note the pseudocode is 1-indexed
			Process LST_List[i] via eeLSTData process func.
			Append ST_B10 band info to dataSet
			Append LST_List[i] date info to dates
``` 

Subsequently, the `analyze` function is not too interesting. It simply compiles data from `dataSet` and `dates`, and creates a dictionary with `dates` as keys and values as the corresponding `dataSet` value.

The visualization function uses `matplotlib` to construct a bar graph with all the information above, specifically the data is from `data`, NOT `dataSet` (hence the use of the `analyze` function).

### IntervalBasedAnalysis

This class inherits most methods from its parent class. There are minor differences. Namely, you must specify year and days separately. `dayS` indicates the start date (1 = Jan 1st), and `dayE` handles end dates. Leap year compatibility is NOT built in. Additionally, specifying values that don't make sense (such as -5), will break the code.

Originally, `IntervalBasedAnalysis` was going to check on a date by date basis, hence the no longer in use fields `interval`, `spread`, etc. This code has since been deprecated and `IntervalBasedAnalysis` uses different code now.

The `analyze` method now utilizes `smallAnalysis`, which analyzes each interval. The `smallAnalysis` pseudo-code is below:
```javascript
function smallAnalysis(LST, startTime, endTime)
		Add all working dates from starTime to endTime in LST
		let Unique_Dates = the above result 
		let N = Unique_Dates.length()
		for i in 1..N // note the pseudocode is 1-indexed
			Get specific date from Unique_Dates[i].
			Compute Median.
			Scale modified K -> C by the equation below
				Temp*0.0341802+149-273.15
			If prune is true and Scaled Temp < -20
				Ignore instance // for removing extraneous data
			Add to data array
``` 
For `MeanBaseAnalysis`, the exact same code is used except with mean instead of median.

`MedianPointAnalysis` gets the median temp for each pixel (instead of date).

### DifferentialAnalysis

The difference here lies in `dataPrep`. We compute the differences between two different dates by subtracting the corresponding pixels. 

### Usage

The visualization method is the exact same for all of the above, and simply can be used by feeding in a list with `[title, x-axis-name, y-axis-name]` in that order.

Additionally, classes are designed so that users may create new ones that build off or have new methods. Below is an example use of `BaseAnalysis`.

![](data:image/png;base64,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)

## UHIDownscaling.ipynb

The purpose of this code is to downscale data for better representation. This code does not make use of objects for simplicity. Landsat-8 along with Sentinel-2 data is used to downscale data with a random forest model. Research has corroborated that NDVI, NDBI, and NDWI all factor into the UHI effect. This code takes advantage of that to downscale accordingly. 

Specific bands are selected to take into account the above normalized indexes and LST data. A random forest model is trained over `roi` to downscale LST data accordingly. This data can further be used to in graphs. In fact, it is possible to feed this data into the previous notebook by using a modified `eeLSTData` class (potentially a subclass), however this is not a functionality of this notebook collection.

The training is done by `sklearn`, a python library. Consult `sklearn` documentation for details on the random forest model. The hyperparameters for this code is 200 trees. The normalized indexes are aggregated into an array which is fed into the random forest model. The results are shown below.

![](data:image/png;base64,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)

This code allows for other models to be used as well. For example, a linear regression model is used for demonstration. 
![](data:image/png;base64,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)

## BuildingDifferenceVisual.ipynb

This is a short piece of code made to visualize differences in landscape across a ROI. Simply modify the ROI, and the code will get bands associated with visual spectrum light (RGB data) and plot the differences on a map of before and after. Major white spots indicate huge differences, which usually means a new building.
# Acknowledgements
I would like to acknowledge and thank Dr. Bo Zhao for guiding me through this research. This would not have been possible without his help and expertise. I am very grateful for his help on the code and research process.

# Citations

The two files UHIAnalysis.ipynb and UHIDownscaling.ipynb contain code that is derived from code that has been written by Dr. Bo Zhao. Additionally, the use of NDVI in downscaling data was pioneered by Aboutalebi (2024).

Aboutalebi, M., PhD. (2024, November 30). Downscaling a Satellite Thermal Image from 1000m to 10m (Python). _Medium_. https://medium.com/towards-data-science/downscaling-a-satellite-thermal-image-from-1000-m-to-10-m-python-3b2ed19ff103
